[vipipiccf]

I'm a backend developer. I can read and write frontend, but AI tools have genuinely helped me there. From a product dev perspective, they empower the storytelling and visualization of technical work while I stay focused on the problem-solving itself.

That said, the AI slop problem is real. Most of it has very little depth. I'd love a sidebar tool that rates submissions on engineering rigor so projects with real technical depth don't get overlooked, and there's a clear differentiator between pure vibe-coding and engineering-backed work.